What's the trade-off?

Relevio is slower and more expensive than classifier‑based moderation engines.

A classifier like Hive returns a score in well under a second and at a fraction of a cent because:

• it's a fixed‑architecture model
• it runs on a narrow set of categories
• it doesn’t interpret rules
• it doesn’t process long context
• it doesn’t generate explanations
• it doesn’t apply a cryptographic signature

Relevio, by contrast, is:

• performing full semantic analysis
• applying your deterministic rules
• checking context
• evaluating images and text together
• generating clear actionable feedback
• applying a cryptographic signature

That’s simply more work meaning it will take one or two seconds and it will cost orders of magnitude more.

Why the cost is an advantage

The extra cost buys something far more valuable. Because you eliminate the entire moderation infrastructure that a classifier based system requires. With Relevio, you don’t need:

• ingestion pipelines
• queues or workers
• dashboards
• human review
• appeals workflows
• storage for flagged content
• trust and safety staff
• backend scaling for moderation traffic

Your backend only verifies a fast HMAC. Everything else happens in the browser.

So while Relevio costs more per request, it costs far less overall to integrate and operate. You swap a fraction of a cent for the removal of an entire moderation department.

Why the delay works in Relevio’s favour

When moderation is client‑side, the interface can absorb the wait with:

• inline “checking your post…” animations
• optimistic UI that keeps the user in flow
• progressive hints and micro‑interactions
• a sense of active assistance rather than blocking

Users already expect this kind of rhythm from tools like spellcheckers, grammar assistants, and AI writing helpers. A short pause feels normal when the system is doing something meaningful.

The payoff

Relevio gives users something far more valuable than raw speed:

• specific explanations
• rule‑level clarity
• suggestions for improvement
• context‑aware reasoning
• multimodal consistency checks
• cryptographic trust in the result

Relevio’s a moderation engine that doesn’t just say “no” — it helps people write better content.

The result

A few seconds of latency buys you:

• richer moderation
• safer communities
• happier users
• a feather‑light backend
• a system that scales without moderation staff
• a platform that moderates itself

Relevio trades milliseconds and that fraction of a cent for a better business.